all tools / design
As of the latest check, Glimind tracks 200 design AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.
| tool | status | what it does | |
|---|---|---|---|
| designer_list @pro-vi/designer | unknown | projects or files (flat-only — see quirks). | alternatives |
| create_rectangle io.github.tunglt1810/figma-mcp-go | unknown | Create a rectangle with optional fill and corner radius | alternatives |
| designer_prompt @pro-vi/designer | unknown | Modify the design. Completion is network-first — watches the Connect-RPC turn lifecycle over a second CDP client (ReleaseTurn = done), with | alternatives |
| designer_ask @pro-vi/designer | unknown | Q&A with the assistant, no file changes. | alternatives |
| diff_design_versions Shivam990q/OpenFigma MCP | unknown | Compare two versions of a Figma design and return a structured diff. | alternatives |
| design @autodevjapan/godd-mcp-alpha | unknown | Generate/update visual designs from codebase (Pencil.dev sync) | alternatives |
| get_current_selection io.github.rudraptpsingh/figbridge | unknown | Get the currently selected node in Figma. | alternatives |
| export_tokens Shivam990q/OpenFigma MCP | unknown | Export design tokens from a Figma file in one of 8 formats (CSS, SCSS, Tailwind 3/4, JS, TS, W3C JSON, style-dictionary). | alternatives |
| apply_brand aiconnect-figma-mcp | unknown | Apply a full brand token system from a preset, brand name, or one color. | alternatives |
| get_tokens io.github.rudraptpsingh/figbridge | unknown | Get design tokens from Figma. | alternatives |
| init_design_system extract-design-system | unknown | Re-emit token files from the cached .extract-design-system/normalized.json without re-fetching | alternatives |
| audit_whitespace io.github.rudraptpsingh/figbridge | unknown | Audit whitespace rhythm and grid conformance. | alternatives |
| create_surface_based_element HoareLea/revit-mcp | unknown | Create surface based element (floor, ceiling) | alternatives |
| match_mockup io.github.rudraptpsingh/figbridge | unknown | Match a running app to its mockup with visual diff. | alternatives |
| bb_set_layer_visibility mblakebaugh-hub/bluebeam-mcp | unknown | Show or hide a layer | alternatives |
| revela_design @cyber-dash-tech/revela | unknown | Create, validate, activate custom design. | alternatives |
| figma_inspect dan-0526/mcp-dev-tools | unknown | 按前缀查找 Figma 设计稿中的节点 | alternatives |
| figma_push_variables io.github.Forge-Space/ui-mcp | unknown | Write design tokens back to Figma | alternatives |
| list_history io.github.rudraptpsingh/figbridge | unknown | List export history. | alternatives |
| get_colors ai-figma-mcp | unknown | Get the colors being used in the current design | alternatives |
| check_accessibility ai-figma-mcp | unknown | Check for accessibility issues with text contrast | alternatives |
| add_annotations ai-figma-mcp | unknown | Add annotations to explain design decisions | alternatives |
| create_documentation ai-figma-mcp | unknown | Create documentation for the component library | alternatives |
| list_assets io.github.rudraptpsingh/figbridge | unknown | List assets in the Figma document. | alternatives |
| get_design_tokens TJaraC/ai-ready-ds-auditor | unknown | Returns design tokens (colors, typography, spacing) formatted for your CSS framework. | alternatives |
| get_tokens io.github.3DUNLMTD/stylemcp | unknown | Get design tokens | alternatives |
| audit_mobile io.github.rudraptpsingh/figbridge | unknown | Audit mobile responsiveness (horizontal scroll, touch targets, text size). | alternatives |
| suggest_palette_from_screenshot truepane-mcp | unknown | Provides a local-math starting palette from a screenshot. | alternatives |
| add_screen io.github.gurkang/shipshots | unknown | Adds a screen to a project | alternatives |
| figma_setup_design_tokens @muloka/figma-console-mcp | unknown | Set up design tokens from a DTCG JSON or other format, with alias support. | alternatives |
| update_screen io.github.gurkang/shipshots | unknown | Updates a screen | alternatives |
| remove_screen io.github.gurkang/shipshots | unknown | Removes a screen | alternatives |
| duplicate_screen io.github.gurkang/shipshots | unknown | Duplicates a screen | alternatives |
| connect_screens io.github.gurkang/shipshots | unknown | Connects screens in a strip | alternatives |
| generate_color_palette io.github.marras0914/agent-toolbelt-mcp | unknown | Color palettes with WCAG scores and CSS variables | alternatives |
| generate_brand_kit io.github.marras0914/agent-toolbelt-mcp | unknown | Full brand kit — colors, typography, CSS/Tailwind tokens | alternatives |
| get_last_export io.github.rudraptpsingh/figbridge | unknown | Get the last exported data from Figma. | alternatives |
| span_device_across_slides truepane-mcp | unknown | Spans one synchronized device across two adjacent slides. | alternatives |
| get_colors KRDS-MCP/KRDS MCP Server | unknown | Retrieve KRDS color system (Primary, System, Neutral, etc.). | alternatives |
| analyze_design ai-figma-mcp | unknown | Analyze the current Figma design and suggest improvements | alternatives |
| get_components KRDS-MCP/KRDS MCP Server | unknown | Retrieve KRDS UI components (37 standard components). | alternatives |
| get_patterns KRDS-MCP/KRDS MCP Server | unknown | Retrieve KRDS design patterns (Global, Service patterns). | alternatives |
| get_shapes_icons KRDS-MCP/KRDS MCP Server | unknown | Retrieve KRDS shapes and icons system. | alternatives |
| get_design_tokens KRDS-MCP/KRDS MCP Server | unknown | Retrieve KRDS design tokens (color, typography, spacing, etc.). | alternatives |
| get_tokens standardbeagle/figma-query | unknown | Get design token references and resolved values | alternatives |
| set_auto_layout @natsudvn/figma-remote-mcp-go | unknown | Set or update auto-layout (flex) properties on a frame | alternatives |
| set_visible @natsudvn/figma-remote-mcp-go | unknown | Show or hide one or more nodes | alternatives |
| get_figma_data figma-mcp-pro | unknown | Extracts AI-optimized design data with framework-specific processing. | alternatives |
| figma_lint_design figma-console-mcp | unknown | Accessibility audit of Figma designs with WCAG conformance checks | alternatives |
| scan_annotations ai-figma-mcp | unknown | Scan for missing annotations in the design system | alternatives |
| export_tokens aiconnect-figma-mcp | unknown | Export design tokens to DTCG, CSS, or Tailwind format. | alternatives |
| generate_palette aiconnect-figma-mcp | unknown | Generate an OKLCH color palette from a base color. | alternatives |
| generate_theme aiconnect-figma-mcp | unknown | Generate a dark/light theme from a palette. | alternatives |
| get_design_context bosong/Moke MCP | unknown | 获取完整设计上下文，返回结构化 YAML（含节点树、样式、布局、文本） | alternatives |
| sync_tokens blumaa/ds-mcp-sync | unknown | Extract and update design tokens from Figma styles | alternatives |
| list_packs io.github.3DUNLMTD/stylemcp | unknown | List available style packs | alternatives |
| get_figma_node figma-context-mcp | unknown | Fetch a specific node from a Figma file | alternatives |
| update_element textbook-cover-mcp | unknown | Modifies an existing element on the canvas. | alternatives |
| carbono_palette_apply mcp-carbono | unknown | Applies a palette to a document | alternatives |
| carbono_palette_delete mcp-carbono | unknown | Deletes a palette | alternatives |
| reorder_screens io.github.gurkang/shipshots | unknown | Reorders screens | alternatives |
| add_text_layer io.github.gurkang/shipshots | unknown | Adds a text layer | alternatives |
| get_colors @sethdouglasford/mcp-figma | unknown | Get the colors used in the current design | alternatives |
| update_text_style @sethdouglasford/mcp-figma | unknown | Update all heading text to use a larger font size | alternatives |
| css_class_to_figma_style figma-free-mcp | unknown | CSS classes → Figma local styles | alternatives |
| hsa_design @nockdev/hsa | unknown | Design DNA extraction, WCAG health scoring, W3C DTCG tokens | alternatives |
| read_design ai-figma-mcp | unknown | Read the current design and describe its layout structure | alternatives |
| change_background_color ai-figma-mcp | unknown | Change the background color of the selected frame | alternatives |
| update_font_size ai-figma-mcp | unknown | Update all heading text to use a larger font size | alternatives |
| create_button_component ai-figma-mcp | unknown | Create a new button component with consistent styling | alternatives |
| import_design_system pitolet | unknown | Import a design system from CSS custom properties | alternatives |
| generate_wireframe io.github.elsahafy/ux-mcp-server | unknown | Create ASCII wireframes for pages/components | alternatives |
| list_screens io.github.rudraptpsingh/figbridge | unknown | List screens in the Figma document. | alternatives |
| set_strokes @natsudvn/figma-remote-mcp-go | unknown | Set solid stroke color and weight on a node | alternatives |
| set_style truepane-mcp | unknown | Sets typography, colors, backgrounds, and composition, optionally per slide. | alternatives |
| get_text_nodes ai-figma-mcp | unknown | Get information about all text nodes in the current design | alternatives |
| getDesignTokens @axolot-ai/mcp-server | unknown | Fetches active brand guidelines (colors, typography, spacing, border radius). | alternatives |
| setDesignTokens @axolot-ai/mcp-server | unknown | Updates brand tokens in the database to establish brand styling. | alternatives |
| figma_analyze_structure sand1018/figma-context-mcp-server | unknown | 仅结构化分析 JSON（不含截图）。已有截图时使用 | alternatives |
| figma_get_metadata sand1018/figma-context-mcp-server | unknown | 获取节点层级树 (XML) | alternatives |
| get_typography KRDS-MCP/KRDS MCP Server | unknown | Retrieve KRDS typography (Display, Heading, Body, etc.). | alternatives |
| react_to_figma figma-free-mcp | unknown | React/TSX component → Figma frame | alternatives |
| get_selected_elements @sethdouglasford/mcp-figma | unknown | Get information about currently selected elements in Figma | alternatives |
| read_design @sethdouglasford/mcp-figma | unknown | Read the current design and describe its layout structure | alternatives |
| get_text_nodes @sethdouglasford/mcp-figma | unknown | Get information about all text nodes in the current design | alternatives |
| create-design-system better-design | unknown | Generate a custom design system. | alternatives |
| design-data-resolve @adobe/design-data-mcp | unknown | Resolve a token's concrete value for a mode context (colorScheme, scale, contrast) | alternatives |
| designer-session dcc-mcp/dcc-mcp-substance3d-designer | unknown | Provides typed tools for inspecting the active Designer session and creating a rendered procedural PBR material package. | alternatives |
| generate-theme @h4shed/skill-theme-factory | unknown | Generate design system themes with colors, typography, and spacing. | alternatives |
| list_layouts TheRealChickenlegs/document-creation-mcp | unknown | List the slide layouts the builder supports. | alternatives |
| get_optimized_figma_handoff decrease-token-figma | unknown | Fetches the selected Figma node and returns an optimized Markdown handoff plus screenshot information. | alternatives |
| wireframe standardbeagle/figma-query | unknown | Generate annotated wireframe with node IDs | alternatives |
| extract-svg-assets feuse-mcp | unknown | 分析Figma DSL结构，自动识别并调用下载工具获取SVG资源 | alternatives |
| similarity-figma feuse-mcp | unknown | 获取Figma原型图与项目页面截图进行相似性比对分析 | alternatives |
| download-svg-assets feuse-mcp | unknown | 根据图像或图标节点ID，专门下载Figma文件中的SVG矢量资源 | alternatives |
| add_element textbook-cover-mcp | unknown | Creates a new design element on the canvas. | alternatives |
| critique_design haasonsaas/design-critique-mcp | unknown | Provides comprehensive design critique with visual analysis including composition, color harmony, typography, and accessibility. | alternatives |
| analyze_color_scheme haasonsaas/design-critique-mcp | unknown | Analyzes color palette and harmony in a design. | alternatives |
| analyze_layout haasonsaas/design-critique-mcp | unknown | Analyzes visual composition and layout structure. | alternatives |
| create_frame divikwu/figcraft | unknown | Create a frame in Figma | alternatives |
| nodes divikwu/figcraft | unknown | Get nodes from Figma | alternatives |
| add_interaction figma-prototype-mcp | unknown | Add a prototype interaction (on click navigate to frame, or scroll to node) between two Figma nodes | alternatives |
| get_active_selection @autopus/figma-mcp | unknown | Get the currently selected frame(s) in Figma. | alternatives |
| figma_get_frame_meta @autopus/figma-mcp | unknown | Get metadata for a specific frame. | alternatives |
| figma_export_image @autopus/figma-mcp | unknown | Export an image of a frame. | alternatives |
| get_design_context @ai-by-design/primitiv | unknown | Get tokens, components, conflicts, inferred rules, and violation count. Default (no category) returns a summary with counts. Pass category: | alternatives |
| get_screen @zeplin/mcp-server | unknown | Fetch detailed specs and assets for a screen from Zeplin. | alternatives |
| get_component @zeplin/mcp-server | unknown | Fetch detailed specs and assets for a component from Zeplin. | alternatives |
| get_design_tokens @zeplin/mcp-server | unknown | Fetch design tokens (colors, typography, spacing) from a Zeplin project. | alternatives |
| get_documentation @zeplin/mcp-server | unknown | Fetch annotations and documentation for a screen or component. | alternatives |
| push_to_figma @layoutdesign/context | unknown | Bridges to the Figma MCP server to create an editable Figma frame from component code. Requires Figma MCP to be configured separately. | alternatives |
| design_in_figma @layoutdesign/context | unknown | Takes a natural language prompt and returns design tokens, component specs, and step-by-step instructions for calling Figma MCP's generate_f | alternatives |
| vwf:design-system @askviraj/ai-plugins | unknown | Define or update the design system for UI projects. | alternatives |
| compose_page page.invoker/mcp | unknown | Assemble a full page from blocks + style preset | alternatives |
| miro-code-spec miroapp/Miro MCP Server | unknown | Extract design specs from a Miro board | alternatives |
| miro-diagram miroapp/Miro MCP Server | unknown | Create a flowchart, sequence diagram, or ERD on a Miro board | alternatives |
| recommend_uswds_structure uswds-mcp | unknown | Recommend USWDS page and service structures. | alternatives |
| check_figma_updates blumaa/ds-mcp-sync | unknown | Compare Figma with current DS and report differences | alternatives |
| analyze-design-system io.github.virgilvox/vue-harvest | unknown | Extracts design tokens (colors, typography, spacing, shadows) from a project. | alternatives |
| get-design-tokens io.github.virgilvox/vue-harvest | unknown | Returns extracted tokens, optionally filtered by type (color, font-size, spacing, etc). | alternatives |
| set_tokens pitolet | unknown | Set design tokens | alternatives |
| design_token_extraction @vectalon-dev/rn-vectalon | unknown | Extracts design tokens from styles | alternatives |
| ascii_wireframe @vectalon-dev/rn-vectalon | unknown | Generates ASCII wireframes | alternatives |
| lustre_get_design_tokens io.github.jugbeep/lustre | unknown | Get design tokens for a theme (colors, typography, spacing). | alternatives |
| lustre_get_layout_pattern io.github.jugbeep/lustre | unknown | Get a complete page layout with example components. | alternatives |
| audit_figma_usage teyepe/systembridge-mcp | unknown | Audit Figma usage of tokens | alternatives |
| map_palette_to_semantics teyepe/systembridge-mcp | unknown | Map a generated palette to semantic token slots | alternatives |
| check_contrast teyepe/systembridge-mcp | unknown | Check WCAG contrast ratios for a set of tokens | alternatives |
| analyze_scales teyepe/systembridge-mcp | unknown | Analyze spacing/scale tokens | alternatives |
| generate_fluid_scale teyepe/systembridge-mcp | unknown | Generate a fluid scale using clamp() | alternatives |
| validate_figma_tokens teyepe/systembridge-mcp | unknown | Validate tokens extracted from Figma | alternatives |
| create_document mars720816/freecad-mcp | unknown | Create a new document in FreeCAD. | alternatives |
| create_object mars720816/freecad-mcp | unknown | Create a new object in FreeCAD. | alternatives |
| edit_object mars720816/freecad-mcp | unknown | Edit an object in FreeCAD. | alternatives |
| delete_object mars720816/freecad-mcp | unknown | Delete an object in FreeCAD. | alternatives |
| get-dsl @mastergo/magic-mcp | unknown | 从 MasterGo 设计文件中获取 DSL 数据 | alternatives |
| figma_context_parser io.github.Forge-Space/ui-mcp | unknown | Read Figma files, extract tokens, map to Tailwind | alternatives |
| ui_generate_color_palette lnksoul1/UI Design MCP Server | unknown | Generate harmonious color palettes from a base color using color theory | alternatives |
| ui_suggest_typography lnksoul1/UI Design MCP Server | unknown | Get curated font pairings (display + body) with Google Fonts links | alternatives |
| ui_generate_type_scale lnksoul1/UI Design MCP Server | unknown | Generate modular typography scales (golden ratio, perfect fourth, etc.) | alternatives |
| ui_generate_spacing_scale lnksoul1/UI Design MCP Server | unknown | Generate spacing systems (linear, geometric, fibonacci strategies) | alternatives |
| ui_generate_shadow_system lnksoul1/UI Design MCP Server | unknown | Generate elevation shadow systems (subtle, medium, sharp) | alternatives |
| ui_generate_border_radius_scale lnksoul1/UI Design MCP Server | unknown | Generate border-radius scales (sharp, subtle, rounded, pill) | alternatives |
| ui_check_color_contrast lnksoul1/UI Design MCP Server | unknown | Check WCAG 2.1 contrast ratios with AA/AAA grading | alternatives |
| ui_suggest_breakpoints lnksoul1/UI Design MCP Server | unknown | Generate responsive breakpoint systems (Tailwind, Bootstrap, Material, custom) | alternatives |
| ui_generate_design_tokens lnksoul1/UI Design MCP Server | unknown | Generate a complete design token system (colors, type, spacing, shadows, radii, transitions) | alternatives |
| emit_figma_tokens @hex-core/mcp | unknown | Render a theme as a Figma Variables REST POST payload | alternatives |
| pick_color mi60dev/Visionaire Engine | unknown | Sample actual painted pixel color and get WCAG contrast verdicts | alternatives |
| riv_design_tokens ODU33104/rive-mcp | unknown | Generate design tokens: OKLCH palette, gradients, durations, spacing/radius/type scales | alternatives |
| miro-code-review miroapp/Miro MCP Server | unknown | Review code or visual changes on a Miro board | alternatives |
| suggest_animation io.github.elsahafy/ux-mcp-server | unknown | Recommend animations for UI interactions | alternatives |
| generate_color_palette io.github.elsahafy/ux-mcp-server | unknown | Create accessible color palettes from base colors | alternatives |
| suggest_microcopy io.github.elsahafy/ux-mcp-server | unknown | Get UX writing recommendations for UI elements | alternatives |
| get_colors_and_type io.github.ejwhite7/brandkit-mcp | unknown | Colors + typography custom properties | alternatives |
| canicode-roundtrip io.github.let-sunny/canicode | unknown | Analyze Figma design, surface gotchas, apply fixes to Figma via annotations/properties, re-analyze, and optionally register Code Connect map | alternatives |
| diviops_global_color_list @diviops/mcp-server | unknown | Discover brand palette colors. | alternatives |
| modify_colors claude-talk-to-figma-mcp | unknown | Modify colors of a node | alternatives |
| modify_borders claude-talk-to-figma-mcp | unknown | Modify borders of a node | alternatives |
| modify_corners claude-talk-to-figma-mcp | unknown | Modify corner radius of a node | alternatives |
| modify_shadows claude-talk-to-figma-mcp | unknown | Modify shadows of a node | alternatives |
| modify_auto_layout claude-talk-to-figma-mcp | unknown | Modify auto-layout properties of a node | alternatives |
| modify_typography claude-talk-to-figma-mcp | unknown | Modify typography of a text node | alternatives |
| get_animation_tokens neuria-mcp-server | unknown | Get GSAP / CSS / Spring animation parameters | alternatives |
| figma_get_design_context sand1018/figma-context-mcp-server | unknown | 获取原始参考代码 (React JSX + Tailwind) | alternatives |
| generate_component_variants figma-free-mcp | unknown | Generate hover/active/disabled variants | alternatives |
| figma_import_tokens DexMachina-Design/Figma Console MCP | unknown | Import design tokens from code to Figma with full diff plan (create, rename, alias re-target, replace-gated delete). | alternatives |
| figma_setup_design_tokens DexMachina-Design/Figma Console MCP | unknown | Set up design tokens in Figma, accepting alias values. | alternatives |
| figma_create_component_set DexMachina-Design/Figma Console MCP | unknown | Create a full variant component set from an axes matrix in one call. | alternatives |
| create_frame tunglt1810/Figma MCP Go | unknown | Create a frame with optional auto-layout, fill, and parent | alternatives |
| design_theme foduucom/ui-architect-mcp | unknown | Color system, typography, spacing. | alternatives |
| select_components foduucom/ui-architect-mcp | unknown | Choose and adapt UI components. | alternatives |
| generate_background foduucom/ui-architect-mcp | unknown | Create background patterns. | alternatives |
| design_consistency_check foduucom/ui-architect-mcp | unknown | Multi-page design consistency validation. | alternatives |
| create_rectangle tunglt1810/Figma MCP Go | unknown | Create a rectangle with optional fill and corner radius | alternatives |
| create_ellipse tunglt1810/Figma MCP Go | unknown | Create an ellipse or circle | alternatives |
| create_text tunglt1810/Figma MCP Go | unknown | Create a text node (font loaded automatically) | alternatives |
| import_image tunglt1810/Figma MCP Go | unknown | Decode base64 image and place it as a rectangle fill | alternatives |
| create_component tunglt1810/Figma MCP Go | unknown | Convert an existing FRAME node into a reusable component | alternatives |
| figma_read hoangpm96/Reqwise Figma MCP | unknown | Read the canvas via an op enum (get_document_info, get_selection, read_selection, get_design_context, get_design_system_kit, generate_design | alternatives |
| design itsmeadamdamroma/mazzagrp-mcp | unknown | AI-assisted design recommendations | alternatives |
| get_css aiconnect-figma-mcp | unknown | Get Dev Mode-equivalent CSS for any node. | alternatives |
| create_variable aiconnect-figma-mcp | unknown | Create a new Figma variable (design token). | alternatives |
| list_scales google-fonts-mcp | unknown | All 8 typographic scales | alternatives |
| create_design_system baronsilver/symbols-mcp-server | unknown | Generate Symbols design system files (colors, spacing, typography, theme, icons) | alternatives |
| listColorStyles mubashir1osmani/Framer MCP | unknown | List all color styles | alternatives |
| getColorStyle mubashir1osmani/Framer MCP | unknown | Get a color style by ID or name | alternatives |
| createColorStyle mubashir1osmani/Framer MCP | unknown | Create a color style | alternatives |
| hig_get_tokens aka-kika/hig-mcp | unknown | Returns design tokens by category: color, typography, materials, layout, swiftui, sf_symbols | alternatives |
| designer_snapshot @pro-vi/designer | unknown | Capture current file. Paths + hash by default; includeHtml: true inlines. | alternatives |
| lanhu_get_design_document DC911360/lanhu-mcp-server | unknown | 获取完整精确结构化设计数据（核心） | alternatives |
| lanhu_get_annotations DC911360/lanhu-mcp-server | unknown | 获取标注数据（图层树） | alternatives |
| lanhu_get_preview DC911360/lanhu-mcp-server | unknown | 获取预览图 URL | alternatives |
| lanhu_get_tokens DC911360/lanhu-mcp-server | unknown | 提取 Design Tokens | alternatives |
| lanhu_get_sectors DC911360/lanhu-mcp-server | unknown | 获取项目分区信息 | alternatives |
| lanhu_get_dds_schema DC911360/lanhu-mcp-server | unknown | 获取 DDS 语义化 UI 组件树 | alternatives |
| lanhu_download_design DC911360/lanhu-mcp-server | unknown | 一键下载设计稿（DDS 代码 + 切图） | alternatives |
| lanhu_download_cover DC911360/lanhu-mcp-server | unknown | 下载设计稿封面图 | alternatives |
| distribute_elements kerbayak/excalidraw-mcp | unknown | Distribute elements. | alternatives |
| add_to_frame kerbayak/excalidraw-mcp | unknown | Add elements to a frame. | alternatives |
| create_frame io.github.tunglt1810/figma-mcp-go | unknown | Create a frame with optional auto-layout, fill, and parent | alternatives |
As of the latest check, Glimind tracks 200 design AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.
Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.
Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.
Live data via MCP/REST. Neutral ratings — Glimind only measures.